{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# OpenCV-Python Tutorials\n",
    "\n",
    "## 1. Gui Features in OpenCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.1 Getting Started with Images\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- Here, you will learn how to read an image, how to display it and how to save it back\n",
    "\n",
    "- You will learn these functions : **cv2.imread(), cv2.imshow() , cv2.imwrite()**\n",
    "\n",
    "- Optionally, you will learn how to display images with Matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 读图片\n",
    "img = cv2.imread('demo.jpg', flags=1)   # 0=灰度 1=颜色 -1=unchanged?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 显示图片--Jupyter里运行不了！！图片不内嵌在Jupyter里\n",
    "#cv2.namedWindow(winname='image1', flags=cv2.WINDOW_NORMAL)   #可以先创建window，后续再load image to it. 此行可省略\n",
    "cv2.imshow(winname='image1', mat=img)\n",
    "cv2.waitKey(delay=0)        # 等待delay微秒(0=forever)或期间捕捉到keyboard event等event，然后才program continues\n",
    "cv2.destroyWindow('image1')\n",
    "#cv2.destroyAllWindows()\n",
    "# 写图片\n",
    "cv2.imwrite('demo2.jpg', img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWIAAAFKCAYAAAAno1UhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzsjIyLhhZEOckZGRccPIhjgjIyPjhvE/ONwq+GZ7heQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe503390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# matplotlib画图\n",
    "# Color image loaded by OpenCV is in BGR mode. But Matplotlib displays in RGB mode\n",
    "b, g, r = cv2.split(img)\n",
    "img2 = cv2.merge([r, g, b])\n",
    "#img2 = img[:, :, ::-1]     #功能同以上两行\n",
    "plt.imshow(img2, cmap='gray', interpolation='bicubic')\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(733, 790, 3)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2 Getting Started with Videos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.3 Drawing Functions in OpenCV\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- Learn to draw different geometric shapes with OpenCV\n",
    "\n",
    "- You will learn these functions : **cv2.line(), cv2.circle() , cv2.rectangle(), cv2.ellipse(), cv2.putText()** etc."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.4 Mouse as a Paint-Brush\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- Learn to handle mouse events in OpenCV\n",
    "\n",
    "- You will learn these functions : **cv2.setMouseCallback()**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.5 Trackbar as the Color Palette\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- Learn to bind trackbar to OpenCV windows\n",
    "\n",
    "- You will learn these functions : **cv2.getTrackbarPos(), cv2.createTrackbar() etc.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Core Operations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 Basic Operations on Images\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- Access pixel values and modify them\n",
    "\n",
    "- Access image properties\n",
    "\n",
    "- Setting Region of Image (ROI)\n",
    "\n",
    "- Splitting and Merging images\n",
    "\n",
    "Note: Almost all the operations in this section is mainly related to Numpy rather than OpenCV."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(733, 790, 3)\n",
      "1737210\n",
      "uint8\n"
     ]
    }
   ],
   "source": [
    "img = cv2.imread('demo.jpg', flags=1)\n",
    "print(img.shape)\n",
    "print(img.size)  # 733*790*3\n",
    "print(img.dtype) # Very important because many errors in OpenCV-Python code are caused by invalid datatype."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This's normally used for selecting a region of array, say first 5 rows and last 3 columns \n",
    "bgr = img[100,100]              #获得坐标处的BGR\n",
    "img[100, 100] = [255, 255, 255] #修改坐标处的BGR\n",
    "\n",
    "# For individual pixel access and modification, we recommend methods: array.item/itemset\n",
    "r = img.item(100, 100, 2)\n",
    "img.itemset((100, 100, 2), 255)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Split the BGR channels, then merge to RGB model\n",
    "# cv2.split is a costly operation in terms of time. So do it only if you need it. Otherwise go for Numpy indexing.\n",
    "b, g, r = cv2.split(img)\n",
    "# b = img[:, :, 0]\n",
    "img2 = cv2.merge([r, g, b])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfwAAACYCAYAAAABQFvrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe539588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAFkCAYAAAAt5zwWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAzZBzAg+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11f18da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Image ROI: Get certain region of image\n",
    "region1 = img2[220: 250, 130: 260]\n",
    "plt.imshow(region1)\n",
    "plt.show()\n",
    "img2[400: 430, 400: 530] = region1\n",
    "plt.imshow(img2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Making Borders for Images (Padding) - cv2.copyMakeBorder\n",
    "BLUE = [255, 0, 0]\n",
    "img1 = cv2.imread('opencv_logo.png')\n",
    "\n",
    "replicate = cv2.copyMakeBorder(img1,10,10,10,10,cv2.BORDER_REPLICATE)\n",
    "reflect = cv2.copyMakeBorder(img1,10,10,10,10,cv2.BORDER_REFLECT)\n",
    "reflect101 = cv2.copyMakeBorder(img1,10,10,10,10,cv2.BORDER_REFLECT_101)\n",
    "wrap = cv2.copyMakeBorder(img1,10,10,10,10,cv2.BORDER_WRAP)\n",
    "constant= cv2.copyMakeBorder(img1,10,10,10,10,cv2.BORDER_CONSTANT,value=BLUE)\n",
    "\n",
    "plt.subplot(231),plt.imshow(img1,'gray'),plt.title('ORIGINAL')\n",
    "plt.subplot(232),plt.imshow(replicate,'gray'),plt.title('REPLICATE')\n",
    "plt.subplot(233),plt.imshow(reflect,'gray'),plt.title('REFLECT')\n",
    "plt.subplot(234),plt.imshow(reflect101,'gray'),plt.title('REFLECT_101')\n",
    "plt.subplot(235),plt.imshow(wrap,'gray'),plt.title('WRAP')\n",
    "plt.subplot(236),plt.imshow(constant,'gray'),plt.title('CONSTANT')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "运行结果如下：\n",
    "![avatar](./images/border.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Arithmetic Operations on Images\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- Learn several arithmetic operations on images like addition, subtraction, bitwise operations etc.\n",
    "\n",
    "- You will learn these functions : cv2.add(), cv2.addWeighted() etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[255]]\n",
      "[4]\n"
     ]
    }
   ],
   "source": [
    "# Image Addition - 颜色上的叠加\n",
    "# OpenCV addition is a saturated operation while Numpy addition is a modulo operation\n",
    "x = np.uint8([250])\n",
    "y = np.uint8([10])\n",
    "print(cv2.add(x, y))  # 250+10 = 260 => 255\n",
    "print(x + y)          # 250+10 = 260 % 256 = 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhIAAADGCAYAAACHDWmvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKFBg2SgEiQIFChQoUKDAsvH/Ab/CQTXpe6TQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x125af0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Image Blending - 颜色上的加权叠加 类似水印\n",
    "# Another image addition, but different weights are given to images, giving a feeling of blending or transparency\n",
    "# Images are added as per the equation: g(x) = alpha * f0(x) + beta * f1(x) + gamma\n",
    "img1 = cv2.imread('./images/2.2_1.jpg')\n",
    "img2 = cv2.imread('./images/2.2_2.jpg')\n",
    "img3 = cv2.addWeighted(img1, 0.3, img2, 0.7, 0)\n",
    "plt.subplot(131),plt.imshow(img1, 'gray')\n",
    "plt.subplot(132),plt.imshow(img2, 'gray')\n",
    "plt.subplot(133),plt.imshow(img3, 'gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Bitwise Operations - 图片上的覆盖等 类似透明度为0的水印\n",
    "# This includes bitwise AND, OR, NOT and XOR operations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Performance Measurement and Improvement Techniques\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- To measure the performance of your code.\n",
    "\n",
    "- Some tips to improve the performance of your code.\n",
    "\n",
    "- You will see these functions : cv2.getTickCount, cv2.getTickFrequency etc."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4 Mathematical Tools in OpenCV"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Image Processing in OpenCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 Changing Colorspaces\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- Learn how to convert images from one color-space to another, like BGR <--> Gray, BGR <--> HSV etc.\n",
    "\n",
    "- Create an application which extracts a colored object in a video\n",
    "\n",
    "- Learn following functions : cv2.cvtColor(), cv2.inRange() etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# There are more than 150 color-space conversion methods available in OpenCV\n",
    "colors = [x for x in dir(cv2) if x.startswith('COLOR_')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "cv2.cvtColor(input_image, flag)，其中flag=cv2.COLOR_BGR2GRAY/cv2.COLOR_BGR2HSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[ 60 255 255]]]\n"
     ]
    }
   ],
   "source": [
    "# Find the HSV value of BGR\n",
    "green = np.uint8([[[0, 255, 0]]])    #注意，3层中括号--3维，图片表示形式\n",
    "print(cv2.cvtColor(green, cv2.COLOR_BGR2HSV))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Geometric Transformations of Images\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- Learn to apply different geometric transformation to images like translation, rotation, affine transformation etc.\n",
    "\n",
    "- Learn these functions: cv2.resize, cv2.warpAffine, cv2.warpPerspective, cv2.getPerspectiveTransform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Scaling\n",
    "\n",
    "# Shifting\n",
    "\n",
    "# Rotation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Affine Transformation: 把原图中指定的3个点，通过各种操作Transform到新的3个位置，原图平行结构不变，只是视角变化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![avatar](./images/3.2_1.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Perspective Transformation: 把原图中指定的4个点，通过各种操作Transform到新的4个位置. 下图是梯形-->矩形"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![avatar](./images/3.2_2.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Image Thresholding\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- Learn Simple thresholding, Adaptive thresholding, Otsu’s thresholding etc.\n",
    "\n",
    "- Learn these functions : cv2.threshold, cv2.adaptiveThreshold etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Simple Thresholdinn: 全局阈值 类似于图片二值化\n",
    "img = cv2.imread('gradient.png',0)\n",
    "ret,thresh1 = cv2.threshold(img,127,255,cv2.THRESH_BINARY)\n",
    "ret,thresh2 = cv2.threshold(img,127,255,cv2.THRESH_BINARY_INV)\n",
    "ret,thresh3 = cv2.threshold(img,127,255,cv2.THRESH_TRUNC)\n",
    "ret,thresh4 = cv2.threshold(img,127,255,cv2.THRESH_TOZERO)\n",
    "ret,thresh5 = cv2.threshold(img,127,255,cv2.THRESH_TOZERO_INV)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "运行结果：\n",
    "![avatar](./images/3.3_1.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Adaptive Thresholding: 局部阈值  局部均值或加权和\n",
    "# Algorithm calculates threshold for a small regions of image to get different thresholds for different regions, \n",
    "# giving us better results for images with varying illumination"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![avatar](./images/3.3_2.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Otsu's Binarization: 待看！？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![avatar](./images/3.3_3.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4 Smoothing Images\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- Blur the images with various low pass filters\n",
    "\n",
    "- Apply custom-made filters to images (2D convolution)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeQAAAEtCAYAAADZSROFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n5uHh4eHhiQL+Lwtd07UOl7GMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x6aabcf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2D Convolution (Image Filtering) - 卷积\n",
    "# Low-pass  filters(LPF) helps in removing noises, blurring the images etc.\n",
    "# High-pass filters(HPF) helps in finding edges in the images.\n",
    "img = cv2.imread('./images/opencv-logo.png')\n",
    "\n",
    "kernel = np.ones((7,7),np.float32)/49\n",
    "dst = cv2.filter2D(img ,-1, kernel)   # The function does actually compute correlation, not convolution\n",
    "\n",
    "plt.subplot(121),plt.imshow(img),plt.title('Original')\n",
    "plt.xticks([]), plt.yticks([])\n",
    "plt.subplot(122),plt.imshow(dst),plt.title('Averaging')\n",
    "plt.xticks([]), plt.yticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Image Blurring (Image Smoothing) - 4 types of blurring techniques\n",
    "# Averaging\n",
    "blur = cv2.blur(img,(5,5))\n",
    "# Gaussian Blurring\n",
    "blur = cv2.GaussianBlur(img,(5,5),0)\n",
    "# Median Blurring\n",
    "median = cv2.medianBlur(img,5)\n",
    "# Bilateral Filtering\n",
    "blur = cv2.bilateralFilter(img,9,75,75)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.5 Morphological Transformations\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- We will learn different morphological operations like Erosion, Dilation, Opening, Closing etc.\n",
    "\n",
    "- We will see different functions like : cv2.erode(), cv2.dilate(), cv2.morphologyEx() etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcUAAAFeCAYAAAD0YAQEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niOgFJkUiIqIXmBSJiIheYFIkIiJ64f/qkclP3Uc1+wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1124af98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread('./images/j.png', 1)\n",
    "img = img[:, :, ::-1]\n",
    "kernel = np.ones((5,5),np.uint8)\n",
    "\n",
    "erosion  = cv2.erode(img, kernel, iterations=1)\n",
    "dilation = cv2.dilate(img, kernel, iterations=1)\n",
    "opening  = cv2.morphologyEx(img, cv2.MORPH_OPEN,     kernel) # =Erosion followed by dilation. Useful in removing noise\n",
    "closing  = cv2.morphologyEx(img, cv2.MORPH_CLOSE,    kernel) # =Dilation followed by erosion. Useful in closing small holes or small black points\n",
    "gradient = cv2.morphologyEx(img, cv2.MORPH_GRADIENT, kernel)\n",
    "tophat   = cv2.morphologyEx(img, cv2.MORPH_TOPHAT,   kernel)\n",
    "blackhat = cv2.morphologyEx(img, cv2.MORPH_BLACKHAT, kernel)\n",
    "\n",
    "plt.subplot(231), plt.imshow(img), plt.title('Original'), plt.xticks([]), plt.yticks([])\n",
    "plt.subplot(232),plt.imshow(erosion),plt.title('Erosion'), plt.xticks([]), plt.yticks([])\n",
    "plt.subplot(233),plt.imshow(dilation),plt.title('Dilation'), plt.xticks([]), plt.yticks([])\n",
    "plt.subplot(234),plt.imshow(gradient),plt.title('Gradient'), plt.xticks([]), plt.yticks([])\n",
    "plt.subplot(235),plt.imshow(tophat),plt.title('Tophat'), plt.xticks([]), plt.yticks([])\n",
    "plt.subplot(236),plt.imshow(blackhat),plt.title('Blackhat'), plt.xticks([]), plt.yticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 1 1 1 1]\n",
      " [1 1 1 1 1]\n",
      " [1 1 1 1 1]\n",
      " [1 1 1 1 1]\n",
      " [1 1 1 1 1]]\n",
      "[[0 0 1 0 0]\n",
      " [1 1 1 1 1]\n",
      " [1 1 1 1 1]\n",
      " [1 1 1 1 1]\n",
      " [0 0 1 0 0]]\n",
      "[[0 0 1 0 0]\n",
      " [0 0 1 0 0]\n",
      " [1 1 1 1 1]\n",
      " [0 0 1 0 0]\n",
      " [0 0 1 0 0]]\n"
     ]
    }
   ],
   "source": [
    "# Get Structuring Element.- Just pass the shape and size of the kernel, you get the desired kernel.\n",
    "print(cv2.getStructuringElement(cv2.MORPH_RECT,    (5,5)))\n",
    "print(cv2.getStructuringElement(cv2.MORPH_ELLIPSE, (5,5)))\n",
    "print(cv2.getStructuringElement(cv2.MORPH_CROSS,   (5,5)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.6 Image Gradients\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- Find Image gradients, edges etc\n",
    "\n",
    "- We will see following functions : cv2.Sobel(), cv2.Scharr(), cv2.Laplacian() etc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img = cv2.imread('dave.jpg',0)\n",
    "\n",
    "laplacian = cv2.Laplacian(img,cv2.CV_64F)\n",
    "sobelx = cv2.Sobel(img,cv2.CV_64F,1,0,ksize=5)\n",
    "sobely = cv2.Sobel(img,cv2.CV_64F,0,1,ksize=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Result:\n",
    "![avatar](./images/3.6_1.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.7 Canny Edge Detection\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- Concept of Canny edge detection\n",
    "\n",
    "- OpenCV functions for that : cv2.Canny()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img = cv2.imread('messi5.jpg',0)\n",
    "edges = cv2.Canny(img, threshold1=100, threshold2=200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Result:\n",
    "![avatar](./images/3.7_1.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.8 Image Pyramids\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- We will learn about Image Pyramids\n",
    "\n",
    "- We will use Image pyramids to create a new fruit, “Orapple”\n",
    "\n",
    "- We will see these functions: cv2.pyrUp(), cv2.pyrDown()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.9 Contours in OpenCV\n",
    "\n",
    "#### 3.9.1 Contours : Getting Started\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- Understand what contours are.\n",
    "\n",
    "- Learn to find contours, draw contours etc\n",
    "\n",
    "- You will see these functions : cv2.findContours(), cv2.drawContours()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.9.2 Contour Features\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- Find the different features of contours, like area, perimeter, centroid, bounding box etc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.9.3 Contour Properties\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- Extract some frequently used properties of objects like Solidity, Equivalent Diameter, Mask image, Mean Intensity, Extrem points etc."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.9.4 Contours : More Functions\n",
    "\n",
    "- Learn about convexity defects and how to find them.\n",
    "\n",
    "- Find shortest distance from a point to a polygon.\n",
    "\n",
    "- Match different shapes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.9.5 Contours Hierarchy\n",
    "\n",
    "- CLearn about the hierarchy of contours, i.e. the parent-child relationship in Contours."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.10 Histograms in OpenCV\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.11 Image Transforms in OpenCV\n",
    "\n",
    "#### 3.11.1 Fourier Transform\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- Find the Fourier Transform of images using OpenCV\n",
    "\n",
    "- utilize the FFT functions available in Numpy\n",
    "\n",
    "- Some applications of Fourier Transform\n",
    "\n",
    "- We will see following functions : cv2.dft(), cv2.idft() etc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.12 Template Matching\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- Find objects in an image using Template Matching\n",
    "\n",
    "- You will see these functions : cv2.matchTemplate(), cv2.minMaxLoc()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.13 Hough Line Transform\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- We will understand the concept of Hough Tranform.\n",
    "\n",
    "- We will see how to use it detect lines in an image.\n",
    "\n",
    "- We will see following functions: cv2.HoughLines(), cv2.HoughLinesP()\n",
    "\n",
    "**Theory**\n",
    "\n",
    "Hough Transform is a popular technique to detect any shape, if you can represent that shape in mathematical form. It can detect the shape even if it is broken or distorted a little bit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img = cv2.imread('demo.jpg')\n",
    "gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
    "edges = cv2.Canny(gray, 400, 500, apertureSize=3)\n",
    "\n",
    "# Finds lines in a binary image using the standard Hough transform.\n",
    "img2 = img.copy()\n",
    "lines = cv2.HoughLines(image=edges, rho=1, theta=np.pi/180, threshold=200)\n",
    "for rho, theta in lines[0]:\n",
    "    a, b = np.cos(theta), np.sin(theta)\n",
    "    x0 = a * rho\n",
    "    y0 = b * rho\n",
    "    x1 = int(x0 + 1000 * (-b))\n",
    "    y1 = int(y0 + 1000 * a)\n",
    "    x2 = int(x0 - 1000 * (-b))\n",
    "    y2 = int(y0 - 1000 * a)\n",
    "    cv2.line(img2, (x1, y1), (x2, y2), (0 ,0, 255), 2)\n",
    "cv2.imwrite('demo3.jpg', img2)\n",
    "\n",
    "# Finds line segments in a binary image using the probabilistic Hough transform.\n",
    "img2 = img.copy()\n",
    "lines = cv2.HoughLinesP(image=edges, rho=1, theta=np.pi/180, threshold=100, minLineLength=100, maxLineGap=10)\n",
    "for x1, y1, x2, y2 in lines[0]:\n",
    "    cv2.line(img2, (x1, y1), (x2, y2), (0, 255, 0), 2)\n",
    "cv2.imwrite('demo4.jpg', img2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAFkCAYAAAAt5zwWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XeYFdX9OOD30JuISBdpYqEqRdDYYkPF2NAoGks0TRMT\nNdEvGk3yi5qIxhhj1MQkGo3dKHYj2DuggLIgqEgT6UV6Z35/3LuTrbC7rCzLPe/z3Me9M2dmzlwv\n9zMz55zPCUmSiKIoinJXjaquQBRFUVS1YiCIoijKcTEQRFEU5bgYCKIoinJcDARRFEU5LgaCKIqi\nHBcDQRRFUY6LgSCKoijHxUAQRVGU42IgiKIoynFVGghCCD8JIUwLIawOIYwMIexflfWJoijKRVUW\nCEIIZ+CP+A164SMMDyE0q6o6RVEU5aJQVUnnQggjMSpJkkuy7wO+wG1JktxUJZWKoijKQVVyRxBC\nqI0+eCV/WZKJSC/jwKqoUxRFUa6qVUXHbYaamFdk+TzsXbRwCGFXHIPpWPN1Vy6KomgHUA8dMDxJ\nkkWbK1hVgaC8jsGDVV2JKIqiaug7eGhzBaoqECzERrQssrwl5pZQfnrmP61Qp8iqztnX9uRFHFvV\nlSiDWM/KV13qGutZuaq6nlOyr4LWyf6cTt/S1lUSCJIkWR9CGIMj8QxpY/GRuK2ETbKPg05E621T\nya1ST6xnZaou9aT61DXWs3JVdT1b45Aiy+bg75ThcXpVPhq6BfdmA8JoXIYGuLcK6xRFUZRzqiwQ\nJEnyWHbMwLUyj4Q+xDFJkiyoqjpFURTloiptLE6S5E7cWZV1iKIoynUx19DXontVV6CMtq96Njff\nRe50kTvtamG6/AArqrBW5VU5n2n+53Cipwsty9ewgp/Jr1yb/Wv7+n9fuljPbaHKRhaXRwihN8bw\nQ9Wj4SiqiAO9q6Np1qing+lu8QsX+qthBtnTZ1vcvomvPO9bYIDhVmr4dVe5RLVssKGEm+31ahut\nPzjI2xXadw95/uYi8DN/NkafMm+7h881t8AfXV6hY0fVTdpY3CdJkrGbK1ldxhFEO7jjPedFx+pv\nFLjFLwqtf8fBW9zHd/0r/XucXhZoUebjN7a0zGV/5C5/8H+lrm9mgXXqGOgFjzgzXX6hv/rIvmrZ\nYA+f+7fzynxMONv9atqYvp+tTZk+l3wNrNJcbIKLiouBINou1LfaRjXVtNHbDnamhzzsrBLLXuwv\n/uoi57jfq44wU3twr/PTMgWDQMEA0c5M1/pNof1d4G73+F6Z63q7i0tdd5wX/NdAe/rUy44qdOwl\ndrFWPWtRw6ZC65pa7E8ukxR4WnuCZzzrxPT9A84pdKzHfbvY8a/yezf4ZZnPJYqIgSDajtS00R9d\n7lz3GWZQqeXecZCNahX64d+cguX+94y8ZEMM9ZKjS1zX3gxPbqZeRR3mjVLrWNLy2tZZX2zAJN/y\n7BaPNUdrY/Qtc92iqKAYCKLtQubqNtHbGA870xX+4PeuLrHsBN3Vts6JnvGME61X24mekaeHWdqC\n87NX23f7nho2+bb/+I9vG+rKzdbjn75vkZIzobc3Y4vnsTC7bW9jPe40ta3b4jb51qtd4vLexpa6\nLl99q2MgiCosBoJou1HDJnv6zJ4+KzUIIL1qfsJp9jHJZF20NsdLjk7X/d2PDDDcRrVc6uYyN5Ae\n5eVS183IPoIqTVtfeF+/9Fw2quU0j5TpuFN0LvWH/FFnbHH75XYq03GiqCQxEETbjU1qetTgcm1z\nsLdN1sVdLvRjd7jTT8CVbjDUVXr6yKuOKPP+ynv8ggYYUaytYZMa/uP0zW53nns3ezV/qic2Gxjh\n2x7b4nGiqDQxEETV0tWuL7bsTj9xteu94yBDXQXG29fVrjfQC8i0QxRtLL7H90rcX2lWq1+sV1P+\nfooaZpCaNmx2fw84e7PrtxQEEINAtFViIIiqpaGutLGEr+/vXLPZZUUbi5tZYHdfeMHAYtuN0xv0\nUrwLdi9jfWJvq7JjFX7qNn/xs2LlSqpjUU0tEiSltk380u/k6bHZfdSzJgaDqMJiIIiqtXPdV+ay\nn9jb/UW6YB7plRIfBzW1SH2rHOkVzzmhxP218WUaCErza781XYfNlqlnjb/7UanrHyqlG21BqzTY\nYpkoKk0MBFG1Nlo/k3Wp8Pb5jayNLE+XrbCTxXZV3yo7Fxholl9mRQkNs3/xM/Wt0t2EtMEYbvFz\nP8yM7izV844vcfmePtPI8rQnUr616lqvTqE6Fz2HKCqPGAiiamcPU0zTsVL3eYF73OaSzZYpKQAU\ntLqEq/IVdiqxPaGgdiV0Sw02GekANWyyWn37ex+86yAHeds7Dna+f6WPo5paZB+TC408jqKyioEg\nqna6+tjn292sdJt3vOe0NavY8rtcaKb2+vigUM+hGjZ510F2sVhda73rILtaqJb1+hvlHQf7mwv1\nMtY4vbU0z2xt3GiIQ7zpLYduy9OLqrmYfTSqVmpblw4a28+4rXosVNC/nau5+c52f6llmpuvufkV\n2v9sbQwzqNDrS7uVWv5KQ8EJnk0fLS3SzAa13eIXLnKngV5Ig0t3Ewz2iPXq2N/75RrIFkXxjiCq\nVtqYnfbm2dNnPtSrUvb7lV1QPJ9PQeVJYldUfp0LKq0Rmv/1dFpiF1N1Spdf7g/G6u0Te4Nm2XTd\nQZKW+9B+WpuT5mCKoi2JgSCqdrqZYKLuld5d8lJ/cp/zLNG01PVwq8sq9bgl+bXfZscr/Fx9qx3s\nLW87xM2uKLF8IviP0zW21Lu+YY36X3sdox1HDARRtTJDByd4xqmeKDYwrCJamO+7/mW5ndIf+Pys\noPc634POTt/nr69rjTM97Lns3AcFdTPRPC3Nz949nOderzncQC+k8wjk622sFRra2dJCPY1Q6NxW\n2MlXmhTKVlpUfhK7ZXYu1/lHEXFimmg7lz8xzXwtq7oq1d7RRuhpfJyYJmeUfWKa2FgcRTkif9Kf\nKCoqBoJou/Y3F2lgFahlfRXXpnq73q/U2kLeoyg3xTaCaLs3R2tdTbRebbVjMNgqN25hPoYoN8VA\nEG331qrnY92quhpRtMOKj4aiKIpyXAwEURRFOS4GgiiKohwXA0EURVGOi4EgiqIox8VAEEVRlONi\nIIiiKMpx1X4cwSVureoqRBXwZ5dWdRWiKMoqdyAIIRyCK9BHJgPcyUmSPFOkzLX4PprgHVyUJMmU\nAuvr4hacgboYjh8nSbLZWT/amKW9ab60m5naO8IrnnSKdeqYq3WxKf9amK+7CV51RHlPs5gDjDTS\nAVsst0GtOIy/DE72pKecUtXViKJIxe4IGuJD3I1hRVeGEIbgYpyL6bgew0MIXZIkyZ826VYch1Ox\nDHfgCRyyuQN3Ms1S+zjCq2na3dXq+44HTdTNSwYUKj9TezO1s58PjXBMsf0d77kSj/N8kfTCB3nb\nSg1LnOij4D4+tJ/dfWFUGQJGLrvErZ6MQSCKthvlDgRJkryIFyGEEEoocgmuS5LkuWyZczEPJ+Ox\nEEJjXIDBSZK8kS1zPiaFEPolSTK6tGO/7RDHG1Ns+VI7e9URGlqhuQUGeyRdN8wgBxipt/9lYR3q\nKj9xuyec6rvu9WeXuMSfs+sK52K52vX+4Arr1FHHWrCbL03LzgbVQ56hrjLEULO0tafPHO61QseK\noijanlVqG0EIoSNa4ZX8ZUmSLAshjMKBeAx9s8ctWOaTEMLMbJlSA0Fp/uWCNNf6MIO86ggdTQO9\njEun9YPhBe4MvuU5Q13lCjf5wu4edDYy8zO09YWDvON3rnG0EaborI519vOh9ma4yRAwSn/wlJPN\n0do+Jpumo6YW26hmeU8liqJom6vsxuJWMr+k84osn5ddBy2xLkmSZZspU2YHGKmutelE4NN0skkN\nKzQqVnaajn7gH25zyRb328F00NVErcz1pd0s0FwnU93gl2m5deogc2dQ00a1rdfKXPe4QCtzy3s6\nURRF21y16zX0vG8VahR+3vHgSK/4mwvBTO2E7JV9Z1NM0TktX1IQuN3FBhVp7njXN8Av/R7c71yH\nekNNG53vHvf6rkQN7cz0DvbyqXXqSgS3+LlEUMe6dH81bLQp3iFEUbQdquxAMBdB5qq/4F1BS4wr\nUKZOCKFxkbuCltl1m/Ei6pkJ3jXeQv1MNdIPCjUUn+gZM7INu1N10s1ES+yimYU+1KvQHnczy2JN\n7WR5oeWDPeJjXf3L+Q71phM9DcbraZIu+vrAGvU87Cynetzv/dK+PtJDnp+7xRytNbTS3/0I7GS5\npZps4eOLoiiqiDxMKLJsTZm3rtRAkCTJtBDCXByJ8ZBtHO4v0zMIxmBDtsyT2TJ7ox3e2/wRjlVw\nzuKeXpGnR7FSTzs5/Xsvn8jT00DPq219GgiedpJNauhomm94133Oc4wX0zaEh3wH7G+0NxxmdvbR\nE1zgbnl6GOiF9Kr/V64zusAE5M/5lpo2pu+bWhwDQRRFX5Me2VdB6ZzFW1SRcQQN0Vnmyh86hRD2\nxeIkSb6Q6Rp6TQhhikz30eswi8wldbbx+G7cEkJYguW4De9srsdQWf3CzYXeP+mUdNkfXe4XbvZH\nlzvGcGvUs0xjzzpBK3P1McZwxzjFME8aBHa1yKHeLLTP2dogM9vTnj4F1/m1WtanvY+K/uif6gk3\nu2JrTy+KoqjSVeSOoC9ek2kUTvDH7PL7cEGSJDeFEBrgLpkBZW/huAJjCOAybMTjMgPKXsRPKnQG\nRYzXs9D7PXyeLjvaiPTvj3XVyIr0kdJ0Hf3e1WkPoXwb1Sy2T5ibbdf+zF5pw3JzC7zumxpZUaz8\nGH22/uSiKIq+BiFJkqquwxaFEHpjDD9U8NHQEdlHQwu0qLK6ReWXP6CspAF6URRVlvTRUJ8kScZu\nrmS16zVU1AIt/Dhtfoiqg/Vqa2hlVVcjiqKsah0I1qvtcK+apEtVVyUqhw1qqW19VVcjiqKsah0I\nCqaNiKqfgqk48lWnrKRXu97tLgbL7ZSOE2lhnrXqVmXVtrnBHnFXdhxPVP1Uq0DQ2pc6mmovn7rX\n+fL08LGualvvK000tswAI6q6mlEF/csFTvCMZ51Y1VUpk3853/n+5R4XFBosuNTOzvLQFra9wPnu\nsUKjtHPBerXTO6WNaqppoxcd69hMaq9i/us4e/jcSAc417/TfRY0Rh99jPEvF9jfaN1N2Ow+K2In\nyz3qjErbX7TtVavG4gvUMNrJlmmcpqHe2yf+6scO9K6Nahqdzf0TbJKoYaDnC+1rlQZed3il1a2F\neWraaI42znWfyfZJ6xCVX3UKBG18abbdtPGlszyUdg+ua4216pW63cHeUssGX9jd3j4ptO4FxzvN\nf3Qxyb+cr2dmOE6xMtDedDN0KLQu//s+0gEOMNLn9rBYU2vVdbC3dTHJfC3c79ytOfVC+hlluZ1M\n0rXS9hlVhrI3FlerGcru8X3tzXCEV9NljzvNVX6vvtUm6qaDaa5xHbjSDaborKfxhV6V6Uiv+J67\nBZsstbOxeqtjrTrWamVOpR4r2r6c5z51rNXFJP/0fVBzC3NR7G+0KTo7wEjtzPSCgen3Mv8HHn7v\nl2ZrU+y7u6+P0jIztbOvD9W0If3O9TTeJjUssYu9fJp2hV5mZws109DKtLtzZYpBoHqrVoGgJEd6\nxS1+bm+fWKmR1epboZFEMC47ivhPLvOyo8yv5G6mgzzhTYeapa3TPWaSLi51q86m6G1szj0nziX9\njLJRTevU9aH9BImjvGTjZp621rXGerXN1dp0HeTpYWdLPeg7hrrKWR4Ej/u2QYbpb5TpOpiug6ec\nbLoOpunoIG+DetboIc+pnsiWmm6YQWraqJ41atlgF0vS7tXTdHSjIcbqjcxdc0UNMNxuZm22zHFe\ncFU2V1dpfuiuLfb6u9r1TvDMZstc6K96xTbDCqv2geARZ+pmovlaONXj5mnlC7sLkhIHdlWmYU51\nqDe9b3+POkN9q93sCh/rprFllmj6tR4/qjpTdPYPP9DNBK3M1d8oLzt6s9tsUMt6tXUzwcuOAkd5\nOW00/8i+DvSubiaYpItJusjTw2f2VNNGeXrI0yNNq97CfA84x54+00OeXS3SQ5561ggS03S0UHPQ\nxBL7mKyD6T7WVV/vS5Q0nUjZNLSyUAqVoppapLb1nnSKb3inxDJ7+tRE3YzV2z4mlVjmAO8ZZpBN\namiu5AkMB3rei47VQ54am6lTVLpqFwjmaF1o6skaNvrQfp50ii4m6WiqbiZK1JAIPrVXtlzFr35K\nU8NGDzsLBImP7OcsD7rMLUY4xq/9NrtuU/yC7mAW29USTZ3iSU0t9qLjtrjNRrVM1N2B2ZRa3U3Q\nxSTtzXC855zqCe3MNFF3k3TxlV2s1NA4vdLAsEBzCzV3jevM0CH9Xj3pFKP096RTTNPRKg084TSH\neFMNGy3T2Dp1zNIWmcmV8rPE1LCxjN/PpMDxBqUDAou2ie1qocV29YyTTNbFuw5yqscLlbncH3xm\nL+842EgHmqxLsfnHz/CIkQ40SVfP+5YFWvh5msggU59gkxccb7qO/u08m9R0ukfLcC5RQdUuEIzV\np9CI1F0tsklNm9R0vV+ZppOP7IvMj3NL83T1sU1q+MyePq7EZ5lX+ANYoZETPWN3M63U0FSddJeX\nBqFvel0PeZV23Gj7cb1fecuhZS5/gPcs0Nwa9exjsuv9yn3OQ+lpSPK/3wV7JuXpob3pdveFoa7M\n3ivk6WWc+VpoZ6Y+PvCJvfWQZyfL1bDJhf5mmk6mF2hk7m9U+l3evGA/H8qfvAnqW+V7/lmoVK80\n0XBGY0uL3Z1P07HQ+1bmpDm88tW11s6+KrRsom6F6vMjd6ltXaEyRfcdbVm1CwRlsVJD3/GAFx1r\ngBEWa+oD+5umo9aV2IB7Y3Zay74+8IwTNbU4bdZrY7bXfRO85ggf2a/SjhtVXw2s0tI8nU3xNxcV\n+qF73rc8arBDvVFom46mpq98+Rl283sN5Tcmd/Vx9mo/8+9gnTp6Gq+GTaVeBL3nGx4xuEz1H1tC\nsMrTw3FeSN8XfUTW0jz3+W6hZU84zQDD0/ddTPIfpxcq82/npecC57rPcMcWKvM3F6lXIN3yWR70\nfoEswFHZVKtxBGXR0VRvOcQ6dQwyzGNO9wP/MFUnXUxyt+9V6vHqWZ3+vV7tdIKbgld3h3tVb2P9\n0eWVeuyo+qlpo9Xqm6Wtw73qNUf4vn+abJ+0zELN1LNGR9MstbMvtEvXNbPA/kY72NuGZTPkwhr1\n/MfpaltnvTrameF4zxulf/qM/cfu9FcX+T83usXP/dpvXes3zna/3XyZXthsyS/80SRd1LPGGw4D\n/zWwUJkf+LvGllmrblqmqERwhZvAB/qW+nld6k/ecFipbRINrHKc/+psilUalOkcosJ2uECw1M4O\n84YRjrHcTg7zhtv91O5m2qCWfkYbUWDe4q3VyArvOEgi6GVcOj9CwdnJvrC7/kZV2jGj6utTewmS\ndFT8Id4sNqdGW7NM0kUbs7UxW5ciDamf2stE3eztEzN0cLjXLLWzFuZlH93wvv3l6aGBVVZqZCfL\nLNTMwd52kyEGGG6kA0BTS8p1DkUvaPbwebEy//DDLe7nJQMKTShVkjw95WWz/47L9nYqap5WHosD\n2rZKtRpQVlL20fF6FptmMqqe/u5H1WpAWUkO8rZ3fUOyYz51LVE/o+Igyu1SjmQf3cdk+5hc1dXY\nokm6FLuqi4r7sTvcWTnTUlSZdxysrjUGeqFS26O2V+vUUcc6PY33Tz+o6upEFVStA0F1+tF4rUCX\n12jHtadPzdQuneHu8AKj4Kvbd6C/kRpYVaayG6r3T0nO2yH/7x1thK4+rupqRDuQP7uEMgzA6myK\ngV4wTUfPOMlYvS3VxNnuh2J95bdXf3apvj5wRza7arRjq7aBoLGl9vSZ+VpYqaH+RvmvgTqa6iUD\nCvXCqGXD137FMktbxxhepJ9ztOMo2yjc/xrovwb6Pzd6xkmF5q6+3B+qzbzVh3rDE06t6mpE20i1\nDQQHes9KDS3Q3Ln+XWwQSQ95aRKvAYb70m4m6v611efXfmuRXcs0wjSqXk4xrFAXzrLIzzP1K9e6\nzq/T5Qd4zwFGutVlDvO6lRoW2u4D+yOTNqGD6Zt9/HmMF43RR0fT0r7zRbOPTtHZbr40Rp9yZx89\n1RPxjiBHVNuuDfmNr5eWcqvdxxhXusGVbtDLOCd41pVucKG/VlodhhjqSjeoY63r/Mp0HdSxttL2\nH1Vff3apb3us2PL37e9hZ9rVQuvUsb/3zdXKrhY5ystpuZcd5W8uTLOK5r/a+gL8xO0m28f3/bNQ\nxtuextuopsV21dcHPrW3133TavUt0DzNPnqlG7aYdC4GgdxRbe8I/u6HLnCPYQZZo16a1/1gb5um\nk0cMTvtrtzfDavXN09KLRUYmbo0nneIEz2plrpna28ly69Q12MPma2GWtj7NJgiLcsP+RtvD58bq\nrUmR9Ahk8g3N08pgD4O/+jGYZXe7WOIQb+psircdbKOa+hldaPtHnAkW2dV8LSyxi6vcYLY23naw\nYQbZ2VLf8qz7naOriWZpa626mvjKtX7jAne7x/e2Kvvo0UboYPpmxwsc5wX7+dANfllqmR+6Sy0b\nNnvnc7Xrjddzs92KL/RXo/QvdaxBtHnV9o6glg3G66mHPMd60V4+BW87GJmp8+ZqpY3ZYJMa6T+i\nyrKfD03XIc19lL//R5xpF0tifqEc9IXdbVLDMo0t1rTQYyHoZoJuJsjTw8uO0s0EDay0i8U+sq82\nZhulv8EeUd/qNONo/msPU5D5jrUw33DHeMKp7vE9n9rbp/a2nw+96gi9jfWxbpbZ2W6+NFsbe5vs\nNYdvdfbRRlYY7phS00PH7KPVS7UNBFDbesMM0tK89DY2ZBNiXe8a7cx0i1/YpIa/+Jm2vvCVXSrt\n+I85w3g9i2VWbGClJ5zmCadl67Rpq66+oupjrtYec4a5Wqf//wuaqLtFdjVPSz92p491tVp9B3rP\nZPt41OD0secgwwq9Jurm8+xEM79yrRk66Gm8kz2VfseCTcbok2YfzV82TUeNLSsx+2iwyRBDy3R+\n+d/j/OyjzzpRP6MUTET3U7dts+yjJMWyj8Z/a+VXbR8NLbOzV7I53QtedR3kHVPt4RrXu86vdTDN\nH/zfFifRqIh9failecWWr1PHvj70qb2s1sBpHtfBdH/wf5Veh6h6Wqi5Nx3qZ27zgLPVtj4djZy5\niCiuhXnmawnG66m96T6yr+cd7/v+aXS2wTg/+2hDKy2yq9bmpEkPL/Q3f3S5b3o93W955vnubWw2\nj1YmiNS3Kjtw7n93F5N0KbTNTpbZyfJCy8qafbSootlHL3Knf/iBDWqnS/v6ICaeK6dqfUdQkgkF\nega1N107Mw0xNJ3iL78/d2XoIc9E3TzhNGe739nu19psNW1MZ46C/zg9BoEIdMmOb2lmgQ/t517f\ndZz/6mRq2m6wOS3Mc6rHi2UfXa1++gBplt3Bl3azTh095NnFYh/rmmbqHFvgWfpwx5Y54dwYff3a\ntYWW5dcl38uO1qZA1tBW5rrX+YXKlDX7aFcT0/clZR/9qx+rXyDx49Wuj0GgAna4QPBVtt/2Sg31\nkKedmemXfLBHPOdblXasB5zjcK/5lmc94ByPOd1iTdWwyXwtPOAccJXfV5uBRNHXa4b2lmlspYa6\nm+AH/mGDWv7k5x5xpjM8Uuq2gwwzX0tztfIjf0uXN7TSWnU94ByPOkMt621Sww/9XXcTDDPIavX9\nwD/c4uf+z40m6pZOnDTE0DI/GoJVGhjoeYM8UerI47M9YL/svAQnebrY+vpW6W2sFuZpZkGpx8rP\nPtpdnlbmllimgVXO8IgBhsfpYSuoWiedK0lHU03TyTFeTOctXqCF3c3UxSSr1S/XRCJlkX9lM0F3\na9XVxxgztPdJdlBb/vrKzHoabTunGJamjKios92vrVmGukoDKwWJg0poRN3Sd2SA4T61V9o5YoRj\nDDDcPC19ZD81bXCkV9Ll+WV2ssyB3vO6b1qnru7Zu9lEDWd4xBK7FDr2WR70kO9s1TlHVa3sSed2\nyEDQ0/hit6tRVFGVFQgecI7WZluvttrWV1LtMnn9g8r9dzxHGz9xexxLUK3leCBYpvE2qVdUtRZp\nts2OtauF2/R4UbT1ciQNdXvTdSowfV+UO95wmEO8uc2OVxmPEwtmIq0Oqlu21KjiqlUgGOwh63Tw\ngb5maq+biWk+ocqTKGuCsajq7Owrrcwt1tNke/ELN/vSbukgw/xHQ2VxnBeKTf1YGXoZW66Rtz/z\nZ7e5pNLrEW1/qlWvoQZWe83hjsheWa1Rz0Xu1NQiB3rXL9xcCUepWBBo6wtNLaqE40dlsUKjqq5C\nqdr40h9dbn2Bvu1kBlGVRX4Q2MXiSq3XOL218WWpI3QLOtQbMQjkkHIFghDCVSGE0SGEZSGEeSGE\nJ0MIe5VQ7toQwuwQwqoQwkshhM5F1tcNIdwRQlgYQlgeQng8hNBiS8e/x/d8w7uFlj3uNIvtqpEV\nJW4z0POF+iuXZg9TnFJgysuzPJhOrF2ao41Isz2e71/OzPYDH+j5dHn09biyHN0dt7X2Zmx2fV/v\nl/iqaUNa5mrXO9jbyHTvPMpLJRxnOmRH9tLbGAM97xBvamqRgZ63l080N19jS3U01ZkedqwXK+lM\nox1Fee8IDsFf0B9HoTZGhBDq5xcIIQzBxTItu/2wEsNDCHUK7OdWHI9TcSjaUOJgygoZ6Pm0b/QU\nnR1g5Bb7Sp+ezRQ5xFAneco4vQTJZrfrbawXHK+uNa53jTtcrK41XnC8xZpqWUq/52jrDS3jAKht\n7TgveM+B4GknlfjdydNDP6M1sMqRXvGB/R3pFTWyqRFO8pSbXW6EAepaY73aEkFdawwxVP/s93mm\ndnoZa7R+6lrjQ/vpIU8Dqyy2q9H6+dweyNw9tzLXPS7QwfRyjRsoSQ/jS8yuWvSzyB+rUJofusuP\n3bHZMle7vtScRvmGGKpndtBoVH7lCgRJkgxMkuT+JEkmJUmSh++iHfoUKHYJrkuS5LkkSSbgXJkf\n+pMhhNDfoQdRAAAgAElEQVQYF+CyJEneSJJkHM7HQSGEcg8JPM3j9vSpFRqZkU3+9qXdzNDezGwO\n+U1qmKmdB33Hz/y5xP3kl61rrU6mOsg76lhnmcYW2bXEbYYZ5EwPaWmewR5xpofsYokzPaSBVeng\ntih3zNfCmR52poec5OliI3bP9JBBhlliF286zI2u1Nx8M7VzWjYfT23rrVVPVx9rZqH6VvvIvhLB\nja5UywYztUtHCXc2xXc8aA+fe8aJFmvqInf6rnttVMsCLaxT12f2tERTs7VxoysrnJNnT5/qbIr5\nWujk8xLL1LPaQs1M1M2e2TEPJe3nGSdaqeFmy3xmT7O0LbVMR1O9b3/tzYh5hipoaxuLm8i0ri6G\nEEJHtMIr+QWSJFkWQhiFA/EY+maPW7DMJyGEmdkyhfPuFtHJVE87KX2fn8a3p/GedEq6/FFnSNSw\nl0+M19MzTnKBu7d4Qk841V4+Vd9qa9U1Rh89jS+xbC/j0pzy4/UEu1pkvJ72Mdkulpi7he6u0Y5l\njL7G6GtPnxrohWLrRxiglbkm6q6FeZpb4Jtet0xjD5YwgKu29Varbz8fGq+no71kuGO842DtTbfE\nLhpY5R7fS7fp4wP3Oc9x/quFeVarr52ZyHw/X3WEvt73gb7lPr9MQ/ZxPpN5ItzNBCd5yggDrNYA\nmbmO52vhff28r592ZqSpr/N1MyGdKOo+3y22rOD7/GMhW+/M5D35nx+86sh0m918GQdvllOFG4tD\nCEHmEc/bSZLkTxDcSiYwFM3ENi+7DlpiXZIkyzZTplR/8bM07TPShq8nnGZjkbj2a7/1mT0964TN\nPrO/wk0edLYnDXKqJzzpFKP1c7uLjdbfP/2gxO3ys4+SySpZ8PWE09Ig8Gu/jVcqlazGdv55fmYv\nf3ZpseWdTfEN77nInX7kLhN1d4eL3e9cm9REJu9OsMk4vRziLbf4BTKZdR90toWaZ7OPttdDnpM8\nXSj7aCJYpYFhBtnLp5bbyce6mqjbVmcfLZoIbqpO1qiXBgHY3/um6VRom1H6F9ouk3Tuf2OYDvdq\nWrd8mell/1cm2JQGAZivZXYukP/NHjdR9xgEKmBreg3dia4YXEl1KYMX8XD6Gu9ja3xWYsmTPO0p\nJ2tpnkGG+ci+ha5IispvLL7WbxzveVPsucXa9PSRvj4otryW9Xr6SP1sHpZJuri8Uno0RflKutre\nnr3rG+BYwy3QzByt5enhZE8WevU30nV+bV8f6WWcj+yrlvXmaK2rj9P95emhvRmedaKb/J92ZkrU\nUMsGY/XRzkz7mOxTeznY2xI1HOg9F/qbaTppWqBH0tElNESX5imnONlThZYVTQR3u5861BuFlhWd\nJnaVhsWyni4t8ij1E/sUOudzSkgYmZ+BON+W2hJ2XHkK/jZmXmXvFFChQBBCuB0D8c0kSeYUWDVX\n5jKjZZFNWmbX5Zepk20rKK1MKY7Fmemrp67qlfKD3UOeuVqleeHrWltqo1TRzKDv21/nAgEmv1dG\nUZlUFieZp2WafbSVOQZ7RE/j06yIMfto5avM5IHbQn5vt1tdYryennKKp5ziJUd7yikaWWG8nkY5\nwOFe9aFelmlsnpYGGZbmzbrSDcj8IBd0hFeLPa//0m7ma6mF+VqZk2YfrW9Voa6tIxxT5uyjZILQ\nue4rtX0APtbVcV7QyecO91qx9XWz7Rt9va+XsXrI07CEnn+HeEsnnxtgeKlJ5wYZppPPneXBYimw\nc0cPBX8bM6+yz8ZY7jaCbBA4CYclSTKz4LokSaaFEObiSDIP1rM/+P1Jf4XHYEO2zJPZMnvLNDq/\nV976lOZ616T53a9wk0TwkLPSBrmSZDIXJn7gH37nGvWtcoRX0qu5oh5wjgZWGqu3tx2sjnVq2eAB\n5xhguMXZRuar/F4tG4rNVhXlnl7GGa2fy/3Bza5Qywa7meUTe5urlbrWeM0Ratrgc52d7lGv+6Z9\nTLa/993qUgd524He8x/fRib75qPOgOy8BiHNPnqrSzXxlWUaW6WhP7nMz9zmZpendRhiqE1qlPli\n5XOd0wlySrNQ83Q8xN+zPZcKWqteoUc4pQ10u8uFYKo9Sn3kk9/GMLWE40RlU65AEEK4UybUnIiV\nIYT8K/+lSZKsyf59K64JIUzBdFyHWWRy0WYbj+/GLSGEJViO2/BOkiSbbSguq6KTxfzJZY7wqu4m\nlDpI5itNbFDLACP8zjXIXI1AHeusUb/E7VZpiExWyBGOsU5dAwxPezAhO5FHFGWeja/S0M2uAP2N\nMsIxvizyfHyTGrqZ4CtNzNfSfC296bA0++h4Pe3tEzN00N8oCzRPs4+2NscsuxuvpyO86h7fs5Nl\nBhjudd90oyt1l5e2b43Ta5t/DtH2pVxJ50IImygxzeH5SZL8u0C5/yczjqAJ3sJPkiSZUmB9Xdws\nE1TqyjzM+kmSJCUOeSwt6dwRXpGnhwW2OBYt2sHUtMEgw7bbFBNFZR4bzk0DwPbuUG9402FVXY1o\nq3xNSeeSJClTm0KSJP8P/28z69fip9nXVjl9C4Naoh3T37KPDKqT1er7iduruhplNl7PSp3jO9p+\nVaukc0VtUKvIHKZRrjjEW4WmJd3efWRfu1azXFQ9jY93BTmiWgeCNx1W6kjhaPuwSoNSx2HsyIpm\n7szTs1p+V/fzYVVXISqnWdoa5tRybVOtAkErs+3hc8s0lqenI7yS/mNr64tCZQcYYYQBoJYN9vTZ\nZruWFSy/peWlLStJSfvMJbPsnjak54LjvOAVRxpmkPpWpQOtzna/YdlZzg4w0kgH4H/fm491LTag\najdfWq2+xZoaYIR3faPUrKulfX87mmZPnxlhgL194kDvudd3DTDCS46WxJTrO5xZds+mHC97VoNq\nFQg6mWqpffT1gbxsj4dDvOkth9rdF97LdvM8yVNma2OW3ZHJElrb+vR9vuOyg5L+a6A3HFZsfX2r\nTNC92PIRBqTL8nPH3+MC+3u/ULmJuqW9iqLccYU/+J1rdDPBIMPSbsODPeJmV3hbLXO1tpdPNLPQ\nnX5sf+8X+k5Ba3Os1NAyjU3VSTcTrdLAJ/Yu1lXyecebV2Rgfj2r9ZDnMac7xFs2qGWDWg72tjw9\nzNI27WId5bZqFQjedbDjjSm0bKpOvutfPrE3Mql5e8gTJPYtkI3wTYcaYqivNEn7Jvf1gRtcpaSO\nUN/2mE6mes3hxYbfP+g7hhjqRldq4is9feQTe0sEH9g/HSwT5Z7/GuhVR7jK791oSLGxI0MMdZ/z\nDDFULRus0MjFbnezyw0x1Kf2skkN+5hsvJ52trRYrqvFmhYLBE0tLhYIEsFKDe1sqXF66WKSv/ip\n1eo7wbNfzwcQVUvVKhCUZJ066liXvl+jns/tobMpltjFMo21N0M/o83Uzn8dB85zr4/sq5EVVhXI\nk5JvvhZq2eArTQrlMnnRsVarX2he5I1qamempXbWwMpsHpeMggmzotzwc7e4zc983z/93Y8Krcv/\nLv3JZdap6xz/VtNG3/dPM7WzULM0W+4iu6phk5namaSL1uZo4iu1CsxbQCZNc/5jp4K6mCRPD80s\nNFM7rcx1omc0sKrE73yUu6p9IChqnlZmaG+8nmZpa6kmhhhqo5oedpba2aDxrm9oa5bjPe9BZxfb\nzxu+6SRPWaiZmjZ6wDm6ZPOeNLMwzXqar4c8MFub9O9X45yvOedif3GjIY7wqhdKmG7yYWdpZY4g\nsbfJxullpYYaWgm6mehd37DcTmra6HXftDLbLvChXr7l2fTuN98zTjRJV/uYZHKBdrB9TLZafd1M\ntNxOXnO4ZhZ+jWcfVVfV7gFhH2OK/cC2Mjdt9Orkc+86yETdHOVlZG6Rb/dTbX1hvToO9YYzPewQ\nb1moWTp5xq/9Nn119pmnnayzKR5wNhLNLbCklH7VTzpFdxO0NE93E6zQKM0Xn7/vaMfX1GKb1PCy\no4o1/pL5HszV2lp1tTDfLG0d5g3tzTBBd48a7Au7+5bntDXLIMPS7ySZyZAWap7u7wTPmKSLLj4u\n9gipZTZN8zCD0rxbE/SwUkMT9EjbBwZ7eKsnqomqt2oXCK71m0JpqPOXjczOCnWM4Xr6yK9c5wmn\nGexhNxlSKA31PC2N19N4PdW32kY1LbdTumy8nvoZXWCqyuBit2ttjgbZjKL5nvMt+5jsGte71m/S\n+hR0uFc9lZmXJ9rBZf7fhwKvwsbrqZU56bpMfqt8QX8jdfWxZ50Ahb6XcKtL0wlaGlphlrauNNQk\nXY3X09WuT/c2SRef2ktP4+1saZrhdIVG6d9k2hyi3FbtAsGW/NWPdTQNmYbjsXoXutr5uT+qa62n\nnOJNh1qguRtc5Wgvedc3NLTSU07xkO+43cXg+/7hPucZYUCxXkCtzPW2gz3oOwYYbqo97GNSofxC\nrznCePtug7OPtndFs4bumc1y29gye5hilAOsVdeJ2XTKeXrI08MKjVzpBs0tsCB7R3CO+9Wxzu9c\njcwAsN/7pUv9CZmsonv51Hj7WprNpZWnh0ZWpPvNL1ee7KPRjmeHCwT5rvPr9Po+f3q/2dp42JnG\n29cVbrJafQ2tVNdaDzrb/t73pFPSeQTy/dMPLNfYRf6qiSXp5BxDDNXXB871b1N1ssQu2pvuBM9a\npUHaR7y2dXb21Tb/DKLtzy/9rtDjxc/s6VFneMrJZmujp48KZfY8yDsGGeZ133SPC3yus6/sooV5\nXnO4VRqkj3gec4bL3ewuP9LODI0tNUYf9a3SwTTPOSHdd8EMot/xQHw0lOPKlXSuqmwu6VyQFBtk\nMyo7WOcYLxruWDVtsLsvtDTPh/bT3ALdTDTcsfobmW43RWeLNCt2/Pwp8/YwRWdTfKWJ6Tqk3fWO\n8aJEMFZvCzVXy3ptzNbFJF9pYpQDHOPFLc5hvE4dc7XSzkzj9dTMQm3MRqab7AItNLUoTW8NXU30\ncYE0G93lmZC90iPTZtLcAqMcoL+R6WdTVH8jzdDebr40JjuFYcHytay3my/N0KHYth1M09K89Bjw\nuT00s9BkXXJqQFlp8pPO5V+FD3esY7zoDYeVmtm2mwkaWJVOIlN0ApiKKvod6mWsphYXm+Qlqr7+\nN6CsbEnnqn0gyJ+rtKA2Bbpvkknpu0xjTXxlg1pWaaCxzEyZs+2WlmtiSbE2AFigeTo3ar6CPT3y\nrdJAA6tsUsNyO9nZUrPtltan4LFKUsNGjaywzM6am2+1+lbYqVDdVqufTngDCzUr1BOkaF2X2MVq\nDbTxZaG6FDXbbhpbaoVG6QQgs7VJA1HBcypqqZ2t1Cg9Rn59V6svSNSxzjI7b/bcd3Q9fWSAEdUm\n+2hUveVUIIii6uJs93vCqQ7yjnF6GegFLxjoBM961gn6+sCH9svO01s2LczXyApTC8wPXBGHetOb\nDt2qfZTHYI94xGB7+8R8LQo9KjvSK14p4eJue5V/LkUd73nPO36z23Y0TX+jSty+NDVs0tcHRutX\nbF0Xk0zSxSLNYiCIou3R2e4vsTtpFFW2Jr4y0gHZ+/qvYT6CKIoq5gHnVHUVopwzZ8tFsnbYXkNR\nFEVR2cRAEEVRlONiIIiiKMpxMRBEURTluBgIoiiKclwMBFEURTkuBoIoiqIcFwNBFEVRjouBIIqi\nKMfFQBBFUZTjYiCIoijKcTEQRFEU5bgYCKIoinJcDARRFEU5LgaCKIqiHFeuQBBCuDCE8FEIYWn2\n9W4I4dgiZa4NIcwOIawKIbwUQuhcZH3dEMIdIYSFIYTlIYTHQwgtKuNkoiiKovIr7x3BFxiC3uiD\nV/F0CKELhBCG4GKZqcT6YSWGhxDqFNjHrTgep+JQtMETW3EOURRF0VYo1wxlSZI8X2TRNSGEi3AA\nJuESXJckyXMQQjgX83AyHgshNMYFGJwkyRvZMudjUgihX5Iko7fqbKIoiqJyq3AbQQihRghhMBrg\n3RBCR7TCK/llkiRZhlE4MLuor0zwKVjmE8wsUCaKoijahso9Z3EIoTveQz0sxylJknwSQjgQicwd\nQEHzZAIEtMS6bIAorUwURVG0DVVk8vrJ2Bc74zT8O4RwaKXWKoqiKNpmyh0IkiTZgKnZt+NCCP1k\n2gZuQpC56i94V9AS47J/z0WdEELjIncFLbPrtuBFmRuRgrqjR/lOIoqiaIeShwlFlq0p89YVuSMo\nqgbqJkkyLYQwF0diPGQbh/vjjmzZMdiQLfNktszeaCfzuGkLjkXrSqhyFEXRjqSH4hfEc/D3Mm1d\nrkAQQvg9/ivTuLsTvoPDMCBb5FaZnkRTMB3XYRaeJtN4HEK4G7eEEJbItDHchndij6EoiqKqUd47\ngha4T+ayfKnMlf+AJElehSRJbgohNMBdaIK3cFySJOsK7OMybMTjqCvzvOcnW3MSURRFm/M9//Si\nYx3sbY8aXNXV2e6EJEmqug5bFELojTGZcWrx0VAURWX3Xf9yr/PT95f6k1tdVoU12lbSR0N9kiQZ\nu7mSMddQFEU55ZF4R1BMDARRFOWUQYZVdRW2O5XRayiKomi7da/ztTJHb2O1NsedsUmymHhHEEXR\nDq+Vudao527fr+qqbJfiHUEURTu8D/Wq6ips1+IdQRRFUY6LgSCKoijHxUAQRVGU42IgiKIoynEx\nEERRFOW4GAiiKIpyXAwEURRFOS4GgiiKohwXA0EURVGOi4EgiqIox8VAEEVRlONiIIiiKMpxMRBE\nURTluBgIoiiKclwMBFEURTkuBoIoiqIcFwNBFEVRjouBIIqiKMfFQBBFUZTjYiCIomiHUdOGqq5C\ntRQDQRRFO4QOpkmEqq5GtRQDQRRFO4Qe8pzr31VdjWopBoIoinYIs7S1my+ruhrVUq2qrkAURVFl\nGKe3D+1X1dWoluIdQRRFO4wk/qRVSPzUoiiKctxWBYIQwpUhhE0hhFuKLL82hDA7hLAqhPBSCKFz\nkfV1Qwh3hBAWhhCWhxAeDyG02Jq6RFEURRVT4UAQQtgfP8RHRZYPwcXZdf2wEsNDCHUKFLsVx+NU\nHIo2eKKidYmiKIoqrkKBIITQCA/g+/iqyOpLcF2SJM8lSTIB58r80J+c3bYxLsBlSZK8kSTJOJyP\ng0II/Sp2GlEURVFFVfSO4A48myTJqwUXhhA6ohVeyV+WJMkyjMKB2UV9ZXorFSzzCWYWKBNFURRt\nI+XuPhpCGIz9ZH7Qi2qFBPOKLJ+XXQctsS4bIEorE0VRFG0j5QoEIYS2Ms/3j0qSZP3XU6UoiqJo\nWyrvHUEfNMfYEEJ+Uo+aODSEcDH2QZC56i94V9AS47J/z0WdEELjIncFLbPrNuNF1CuyrDt6lPM0\noiiKdiR5mFBk2Zoyb13eQPCy4r+692IShiZJMjWEMBdHYjxp43B/mXYFGIMN2TJPZsvsjXZ4b/OH\nPxaty1nlKIqiHV0PxX+a5+DvZdq6XIEgSZKV+LjgshDCSixKkmRSdtGtuCaEMAXTcR1m4ensPpaF\nEO7GLSGEJViO2/BOkiSjy1OfKIqiaOtVRq6hpNCbJLkphNAAd6EJ3sJxSZKsK1DsMmzE46gr88zn\nJ5VQlyiKoqicQpIkWy5VxUIIvTEmM0YtPhqKoijasvTRUJ8kScZurmTMNRRFUZTjYiCIoijKcTEQ\nRFEU5bgYCKIoinJcDARRFEU5LgaCKIqiHBcDQRRFUY6LgSCKoijHxUAQRVGU42IgiKIoynExEERR\nFOW4GAiiKIpyXAwEURRFOS4GgiiKohwXA0EURVGOi4EgiqIox8VAEEVRlONiIIiiKMpxMRBEURTl\nuBgIoiiKclwMBFEURTkuBoIoiqIcFwNBFEVRjouBIIqiKMfFQBBFUZTjYiCIoijKcTEQRFEU5bgY\nCKIoinJcDARRFEU5LgaCKIqiHBcDQRRFUY4rVyAIIfwmhLCpyOvjImWuDSHMDiGsCiG8FELoXGR9\n3RDCHSGEhSGE5SGEx0MILSrjZKIoiqLyq8gdwQS0RKvs6+D8FSGEIbgYP0Q/rMTwEEKdAtvfiuNx\nKg5FGzxRkcpHURRFW69WBbbZkCTJglLWXYLrkiR5DkII52IeTsZjIYTGuACDkyR5I1vmfEwKIfRL\nkmR0BeoTRVEUbYWK3BHsGUL4MoTweQjhgRDC7hBC6Chzh/BKfsEkSZZhFA7MLuorE3wKlvkEMwuU\niaIoirah8gaCkfgujsGF6Ig3QwgNZYJAInMHUNC87Doyj5TWZQNEaWWiKIqibahcj4aSJBle4O2E\nEMJozMDpmFyZFYuiKIq2jYq0EaSSJFkaQvgUnfE6gsxVf8G7gpYYl/17LuqEEBoXuStomV23BS+i\nXpFl3dGjArWPomh7MtjDXnGkdmYao2+67OvyiDO/tn1ve3ky/XgKWlPmrbcqEIQQGskEgfuSJJkW\nQpiLIzE+u74x+uOO7CZjsCFb5slsmb3RDu9t+YjHovXWVDmKou1MsMkBRhpmkHXq6ifTZ2Rvkz3i\nTFe6ATzkLIs1dbHbwXwtTNXJod60Tp1S91/UfC3c43saWmGlRpV/QlWih+IXxHPw9zJtXa5AEEL4\nA56VeRy0G36L9XgkW+RWXBNCmILpuA6z8DSZxuMQwt24JYSwBMtxG96JPYaiKDftapF61qhpo3Zm\nmKG9Gjam64e6yo/doZ41OplqpAPsY7KHnambiZbbyZ/8vMzHa2XO13Ea1Vp57wja4iHsigV4Gwck\nSbIIkiS5KYTQAHehCd7CcUmSrCuwj8uwEY+jrszznp9szUlEUVR9HeFVCzS3WgMztdfHB2oWCAQ1\nbfCSo83UTgvzzdDePC2d5z4PO9PHumplzv9v787Do6rvPY6/v2HfAsoSRGQTBJQAsl7cF7RYt1IX\nUG9Ruep1fajLUxdEraCtva3SVrTWVot6XZCWarVuqJciIAhBiAqILEG2CGJJIGxJfvePczJOJiEw\nYZJzJufzep55mDnnN3M+ZybM95zz+805nMNbzGQ4w5lJHp3pyHo+5HSGM5OZDKcvS5nDiQGuaXgl\n21l8wINqzrkHgAeqmL8HuMW/iUjEfcAZ9GAlAJ3IYxGDaMDecm3y6EwTdrGdlmSTy0p68AduAKAF\nBTRiD1tpw0Y6MJuTGUAOXVhLS7bzHGO4kqmspQsN2Ffr65cOdK4hEQlUEU1ZT0fGMZkf8zfO5Q32\n+cf8L+ZVAI7jc7bTilIymPP9yQxi8ujCejpSQn2+ogcA+2jAVtrQnB08w3/V3gqlIRUCEQlUEc3o\ny1J+y0/ZS0N2xHXgTucSAL7gWMYxmUt4lROYw+l8yHgmMYy57KQZnVlLR9ZTj2KGMD/2/CPZwHZa\n1fo6pRsVAhEJ3JucB8AT3MQsTis3r4T6XMlUXmEUH3I6JdTjFUaziqNZQ1eu4U/spSFHsIm2bKE/\nn/Idh7GZ9ixiENfxFACFtKD40AZK1lnmnAs6wwGZ2QBgkXcuOw0fFYmCnixnBb0YxlwAmrMDILbH\nEP+4HiU0YRcAxdSnmPo0Zjc7aE5zdsT+LWs/jxPq2PDRysSGjw50zuVU1VLlUURC6Su6cye/rJGt\n+NP4P37BPSl/3XSlQiAioVRCfR7hrqBjRIL6CEREIk6FQEQk4lQIREQiToVARCTiVAjSSNlZGAHu\n5uEAk4hIXaJCkCY6s5Zf8bPY419zR4BpRKQuUSFIE4W0wAj/j/9EJP2oEKSJbbTmBp6kKTtpyk6u\n5emgI4lIHaEflKWRx7mFm3icLbTlCV3CQURSRIUgzUzh5qAjiEgdo0NDIiIRp0IgIhJxKgQiIhGn\nQiAiEnEqBCIiEadCICIScSoEaeYSpgUdQUTqGBUCEZGIUyFIM69yadARRKSOUSEQEYk4FQIRkYhT\nIRARiTgVAhGpcW3YEnQEqYLOPpoCZ/Eu73F2hemXMI02bGU+Q8lhID9iBkewCYAnuZEbeCLW9klu\npCk76ctSPmZYuXnx7VfTjXcYUbMrJJJiWeSzlbZBx5D9MOfCf9UrMxsALILrgCOCjlPOCN5iMccD\ncBkvMZlbacpOimhGa7byb1rRhq0A5NMegHbkV/tqY/m0pxfLWE7v1KyASA3rwZes5JigY0TQJuCP\nAAOdczlVtdQewSF6m3O4jBfpzle8zgXl5h3JBgxHPu0Zx2Qcxg6a8xl9WMDQgBKL1K6OrKcxu8ml\nb9BRZD+S7iMwsw5m9ryZbTWzIjNb4m+xx7d50Mw2+vPfM7PuCfMbmdkU/zUKzWy6mbU71JUJwmW8\nyEtczkTuqzBvODNj95/mWp7mWrLIZyjzOZqvaE4hzSnkP5jHGKbGHl/Fs7H7zSmszdURSbl5DCOD\n0qBjSBWSKgRm1gqYA+wBfgD0Bm4HvotrcydwM95xnCHATuAdM2sY91KTgXOBi4BTgA7AX6u9FgHp\nRB4LGcQYpjKGqRTSgsbsAuA/mMej3B5rW0QzrmQqL3EZW2nDIBZyMrMpoinH8CUA1/FH+rKUUjLY\nQQv6sUQXrJe0t5smLKF/0DGkCskeGroLWOecuyZuWl5Cm3HAROfcGwBmNgbIB34ETDOzTGAsMNo5\nN8tvczWwzMyGOOcWVGM9AtGS7eymMTMZziAWspqj6cYqNvt9AfEu4DX+wA105GumcSkl1OdYPqeU\neiylL31ZGmv7HFfW5mqISMQle2jofGChmU0zs3wzyzGzWFEws65Ae+D9smnOuQJgPjDMnzQIrwDF\nt1kBrItrkxZy6cvxLGYz7XmdC7mXiaymW6VtZ3Eq9/FzruZZSqhHT5ZzLF8wnknkkh1rN49htCO/\ntlZBRCTpPYJuwA3Ab4CH8A79/M7M9jjnnscrAg4qfJPl+/MAsoC9foHYX5u0MY1RsfuTmBC7/y2t\nacyu2JC57bTiC44F4GKmM51LyCaXFfTkeBaX2wv4hiwAttKGfTSojdUQkQhLthBkAAucc2XfeEvM\nrA9wPfB8SpNV6m2gccK0PhC3RR0WKzmGniwvNy1+y78nyys8rkxn/8jbUXzN1xzFCnrVQFoRSW+5\nwKXIh68AAA9gSURBVGcJ03Yf9LOTLQSbgGUJ05YBP/bvbwYMb6s/fq8gC1gc16ahmWUm7BVk+fOq\nMIKw/Y6gMkU0YwjzOfP7o18pMZhPWEFP/sZFKX1dEUl32VTcII79juCAki0Ec4CeCdN64ncYO+fW\nmNlm4Ezwej/9zuGhwBS//SKg2G8zw2/TE+gEzEsyT2gtYKh+KyAiaSHZQvAYMMfM7gam4X3BXwNc\nG9dmMnCvmX0FrAUmAuuB18DrPDazPwOPmtl3QCHwO2BOOo0YEhGpK5IqBM65hWY2EvglMAFYA4xz\nzr0c1+ZXZtYUeApoBcwGznHO7Y17qVuBEmA60Ajv4P9Nh7IiIiJSPTrXkIhInXTw5xrSaahFRCJO\nhUBEJOJUCEREIk6FQEQk4lQIREQiToVARCTiVAjS0DGsCDqCpJnxTKIexdSjmAk8GHQcCRkVgjRy\nLxMBOJc3A04i6WY+QymhPiXUZyL30Y9Pg44kIaJCkCbO53UeYjwAj3Ebd/NwwIkknXRjdex+1oHO\n7SiRo0KQRpw+Lqmm17iQk5hNffZxBh/o0pFSjr5Z0kQenRnEJwAMYBGf6j+yJCGf9mzjcIppwEtc\nHnQcCZlkzz4qAVlKPzqRR2fWsoze5DAw6EiSZr7guKAjSEipEKSRdXQOOoKI1EE6NCQiEnEqBCIi\nEadCIBIB9dmnYaOyX+ojEAnYVTxLLtksYhAAF/MqG+mQ0mXspBlL6M/t/JrfcEdKX1vSnwqBSICO\nYCN/4WoGsrDc9LmcwCAWspDBtKAgNr2QTM7gfT5hcNLLSlyGSBkdGkpz7dnEGKYCcAGvcR1PBZxI\nkrHJ3/JvwL4K89bQFfC+/LPJpTXf0oEN7KERhWQykhm0ZzMjmUFH1jOSGRSSyXF8zkhmMJIZ1KOE\nQjIpJJPD2Var6ybpQ4UgzY3gbZ7jSgBe50K+5Bi6sSrgVJKsjxkWuz+T4ZzHG3xLG7qwBoC5nMha\nunIBrwNwFu8yi1Npzg7+TSsAdtOY48mhiKZspAOHs40BVHmpWhFAhaDOWU4vVnN00DEkCVfxbLnH\nw5lJP5ZU+Zw+fAbAYgbwOhfGpi9mAEfxNV9yTOqDSp2lQpDm8uhMd1YC0I1VZJMbcCKpjmSP3z/G\nbQD05gtG8XJsulHKm5y33x8frqRH9UNKnWXOuaAzHJCZDQAWwXXAEUHHCZ1eLIvdX07vAJNIdXQi\njwIy+TeHAd6ooc/oQ0fWM5Ozyn2+e2hEI/bQm2XM4Mex6S0oIJMCWlDIcnrTi2Xso0GFvodzeVOj\nhiJjE/BHgIHOuSqPEWrUUB2gL//0lrj1Pp1LuIeHABjCgv0+r7ffJhk7aZb0c6TuUyEQCaGH/WtP\niNQG9RGIiEScCoGISMSpEIiIRJwKgYhIxKkQiIhEnAqBSAS0oIDLeJHb+XXQUSSEkioEZrbGzEor\nuf0+rs2DZrbRzIrM7D0z657wGo3MbIqZbTWzQjObbmbtUrVCIlLRf/ICL3E5v+EOxjMp6DgSMsn+\njmAQUC/ucTbwLjANwMzuBG4GxgBrgUnAO2bW2zm313/OZOAc4CKgAJgC/BU4uXqrIOmoM2tj9/Po\nUun0QxX/uvGaspO2bKmyTV3zJDfG7r/I5QEmkTBKqhA4576Nf2xm5wOrnHOz/UnjgInOuTf8+WOA\nfOBHwDQzywTGAqOdc7P8NlcDy8xsiHNu/z+jlDpjAIvIYWDs8She5hVGcy8TmcSElC4nUQ4DKaIZ\neTRjIAsjUwhOYRb/4lQAhjGPNXQLOJGESbV/WWxmDYArwDvoaGZdgfbA+2VtnHMFZjYfGIa31zDI\nX2Z8mxVmts5vo0IQAUvpS33/HDjFcX+Ck5jAhfydNzk3ZctJVLbcS5nGX7koJctJB6s4Onbaike4\nM+A0EjaHcoqJkUBL8K+K4hUBh7cHEC/fnweQBex1zhVU0UbquGIaAHAFL9CJdfyCe2LzSsmIzQf4\nCc/xCYP5hnZczx+YzE85gbkczjbmcCIb6FitDKURGyexgY6HfNqKwSygK2vIJZtlHJuiZBIGh/K/\nYSzwlnNOV8SWpLVhC8vpxT84v8p2nzCY5fTmFh5nF024kqk0YRelZJBJ4vaE1JTxTOIThjCNUTgs\n6DiSYtXaIzCzTsBwvGP/ZTYDhrfVH79XkAUsjmvT0MwyE/YKsvx5B/A20DhhWh+8PmtJJ+fxBlto\ny7ucXWW75fSmHfn8nPsZzyS2cTj9+ZRSMvic46hHMXfyCAAvM5rVHB132KlBVS8tBymDEh71r38A\n3mcykr+VOw22BC0X/IsVfW/3QT+7uoeGxuJ92f+zbIJzbo2ZbQbOBJYC+J3DQ/FGBgEsAor9NjP8\nNj2BTsC8Ay92BLoeQd2whH7051P20XC/bdqRzzdksYsmnMhHlJLBSnrEjv2fxEccyQYyKGUuJ3AK\n/2IUr/AMY9lOSwaQQxb5ZJOrs3kegt4sYzm9yk1bG5FO9vSRTcUN4tj1CA4o6UNDZmbAVcBfnHOl\nCbMnA/ea2flmlg08B6wHXgOv8xj4M/ComZ1mZgOBZ4A5GjEULV9wLM8ytso23fmK63mSQjLJoJTf\nMo4NHMlKevAtrXma61hPRyYxgQ84kw85nV004Tg+52qepR9LWErfcluzkrzP6cMdcT9Eu4+fs5gB\nASaSVKvOHsFw4ChIuNAq4Jz7lZk1BZ4CWgGzgXPifkMAcCtQAkwHGuEd77mpGjkkje2pcIivormc\nyFDm04ICBrGQHAawhbb8N08BsJ6O5JLNPTzELE5lLV14hrEU0JKerMBw5NGFZuyo6dVJC43YTUP2\nUkx9dtE0qec+wl2x+w9yf6qjScCS3iNwzr3nnKvnnPtqP/MfcM51cM41dc79ILGdc26Pc+4W51wb\n51wL59wlzrlvqrsCUrc9xm0Ukslj3MZOmtOIPeSSTS7ZvMqlDGcmH3AGDqOQFhWe34U17FNfAe3Z\nxMnMppBMmrCLi3k16EgSIrpCmaSV7zicmZwVe/w4t+CNWvZGsmRQAsArjAJgIIvYQXO20ra2owau\nHfkMIIcurKUeJUzhZgC20VrFUcqJ1mBqCbV7mcg/uKAaz/x+OGOpfwaUbbRmG615j7MrLQIvc1ns\nNBN11Tdk8Tbn8B2H6YtfqqQ9ghqRS3oMaQ1XzklM4EQ+qjB9C5tpWwO/N5zDSSl/zbC9pwCvMJoR\nvEUn8lhHZw5jG5vYGnSsgxS+97Ny6ZKzcioENeIz0uOPInw5K/9yfokva+RLuyaE7z0FeJtzaEEB\nLSigmPosoFnQkQ5SON/PitIlZ+VUCEQiopDMoCNISKmPQEQk4lQIREQiLl0ODfm/PkqXDq7deD/v\nDjvlTL10yaqcqRXGnLHvywP+etOcczWbJQXM7HLgf4POISKShq5wzr1YVYN0KQStgR/gXf7y4E+p\nJyISXY2BLsA7iVeXTJQWhUBERGqOOotFRCJOhUBEJOJUCEREIk6FQEQk4tKiEJjZTWa2xsx2mdnH\nZja4lpd/spm9bmYbzKzUzCqcItPMHjSzjWZWZGbvmVn3hPmNzGyKmW01s0Izm25m7VKc824zW2Bm\nBWaWb2YzzOyYsGU1s+vNbImZbfdvc81sRJgy7if3Xf7n/2jYsprZ/X62+NsXYcvpL6eDmT3vL6fI\n/1sYkNAm6L/RNZW8n6Vm9vuwZEwp51yob8AovCGjY4BeeFc/2wa0qcUMI4AHgQvxrq52QcL8O/1M\n5wF9gL8Dq4CGcW2exBv+eipwPDAXmJ3inP8EfgL0xjsD1hv+MpuEKStwrv+eHg10ByYBe4DeYclY\nSebBwGpgMfBomN5Pfxn3410rvC3Qzr8dHsKcrYA1wJ+AgUBnvKsedg1TVqB13PvYDu866yXAyWHJ\nmNLPJegAB/GBfAz8Nu6x4V0H+WcB5SmlYiHYCNwa9zgT2AVcGvd4DzAyrk1P/7WG1GDWNv4yTkqD\nrN8CV4cxI9AcWAGcAXxI+UIQiqx4hSCnivlhyflLYNYB2oQia0KmycCXYc54KLdQHxoyswZ4Ww3v\nl01z3js6ExgWVK54ZtYVaE/5jAXAfL7POAjvdB7xbVYA66jZ9WiFd/mubWHNamYZZjYaaArMDWNG\nYArwD+fcBwnZw5a1h3/4cpWZvWBmR4Uw5/nAQjOb5h++zDGza8pmhixrWaYGwBXAn8Oa8VCFuhDg\nbdHWA/ITpudDDVyppHra433ZVpUxC9jr/7Hsr01KmZnhbcV85JwrO1Ycmqxm1sfMCvG2mp7A23Ja\nEaaMfs7RQH/g7kpmhynrx8BVeL/Avx7oCvzLzJqFLGc34Aa8Payz8Q6f/M7MfuLPD1PWMiOBlsDU\nEGc8JOly0jlJ3hPAscCJQQfZj+VAP7z/YBcDz5nZKcFGKs/MOuIV0+HOuX1B56mKc+6duIefmdkC\nIA+4FO+9DosMYIFzboL/eImZ9cErXs8HF6tKY4G3nHObgw5SU8K+R7AVr4MmK2F6FhCWD2UzXr9F\nVRk3Aw3NLPHKIDWyHmb2OPBD4DTnXPwpEUOT1TlX7Jxb7Zxb7JwbDywBxoUpI95hybZAjpntM7N9\neB1/48xsL97WXViyluOc2w58idcZH6b3dBOwLGHaMqBTXI6wZMXMOuF1Zj8dNzlUGVMh1IXA3wpb\nhNdjD8QOeZyJ1wMfOOfcGrwPNj5jJjCU7zMuAooT2vTE++Ofl8o8fhG4EDjdObcuzFkTZACNQpZx\nJt7oq/54ey/9gIXAC0A/59zqEGUtx8ya4xWBjSF7T+fgdZrG64m39xLGv9GxeAX/n2UTQpjx0AXd\nW30QvfWXAkWUHz76LdC2FjM0w/sS6I/X6/9T//FR/vyf+ZnOx/vi+DuwkvJDyZ7AGzZ3Gt6W5hxS\nPzTvCeA74GS8LY+yW+O4NoFnBR72M3bGG3r3C7z/NGeEJWMV2RNHDYUiK/A/wCn+e3oC8B7eF1jr\nkOUchNcvdDfe8OHLgUJgdAjfU8Mb/vlQJfNCkTFl6xp0gIP8QG70P5BdeNV0UC0v/1S8AlCScHsm\nrs0DeEPKioB3gO4Jr9EI+D3e4a5C4FWgXYpzVpaxBBiT0C7QrHhjyFf7n+dm4F38IhCWjFVk/4C4\nQhCWrMBLeMOqd+GNTHmRuLH5YcnpL+eHeL95KAI+B8ZW0ibwrMBZ/v+f7vuZH3jGVN10GmoRkYgL\ndR+BiIjUPBUCEZGIUyEQEYk4FQIRkYhTIRARiTgVAhGRiFMhEBGJOBUCEZGIUyEQEYk4FQIRkYhT\nIRARiTgVAhGRiPt/jNl9BrRe0xkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x677e080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "edges = cv2.Canny(gray, 400, 500, apertureSize=3)\n",
    "plt.imshow(edges)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "cv2.HoughLinesP?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.14 Hough Circle Transform\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.15 Image Segmentation with Watershed Algorithm\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.16 Interactive Foreground Extraction using GrabCut Algorithm\n",
    "\n",
    "**Goals**\n",
    "\n",
    "- "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Feature Detection and Description"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Video Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Camera Calibration and 3D Reconstruction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Machine Learning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. Computational Photography"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9. Object Detection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 10. OpenCV-Python Bindings"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
